Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis

Individuals at Clinical High Risk for Psychosis (CHR-P) demonstrate heterogeneity in clinical profiles and outcome features. However, the extent of neuroanatomical heterogeneity in the CHR-P state is largely undetermined. We aimed to quantify the neuroanatomical heterogeneity in structural magnetic...

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Main Authors: Baldwin, Helen, Radua, Joaquim, Antoniades, Mathilde, Haas, Shalaila S., Frangou, Sophia, Agartz, Ingrid, Allen, Paul, Andreassen, Ole A., Atkinson, Kimberley, Bachman, Peter, Baeza, Inmaculada, Bartholomeusz, Cali F., Chee, Michael W. L., Colibazzi, Tiziano, Cooper, Rebecca E., Corcoran, Cheryl M., Cropley, Vanessa L., Ebdrup, Bjørn H., Fortea, Adriana, Glenthøj, Louise Birkedal, Hamilton, Holly K., Haut, Kristen M., Hayes, Rebecca A., He, Ying, Heekeren, Karsten, Kaess, Michael, Kasai, Kiyoto, Katagiri, Naoyuki, Kim, Minah, Kindler, Jochen, Klaunig, Mallory J., Koike, Shinsuke, Koppel, Alex, Kristensen, Tina D., Kwak, Yoo Bin, Kwon, Jun Soo, Lawrie, Stephen M., Lebedeva, Irina, Lee, Jimmy, Lin, Ashleigh, Loewy, Rachel L., Mathalon, Daniel H., Michel, Chantal, Mizrahi, Romina, Møller, Paul, Nelson, Barnaby, Nemoto, Takahiro, Nordholm, Dorte, Omelchenko, Maria A., Pantelis, Christos, Raghava, Jayachandra M., Røssberg, Jan I., Rössler, Wulf, Salisbury, Dean F., Sasabayashi, Daiki, Schall, Ulrich, Smigielski, Lukasz, Sugranyes, Gisela, Suzuki, Michio, Takahashi, Tsutomu, Tamnes, Christian K., Tang, Jinsong, Theodoridou, Anastasia, Thomopoulos, Sophia I., Tomyshev, Alexander S., Uhlhaas, Peter J., Værnes, Tor G., van Amelsvoort, Therese A. M. J., Van Erp, Theo G. M., Waltz, James A., Westlye, Lars T., Wood, Stephen J., Zhou, Juan H., McGuire, Philip, Thompson, Paul M., Jalbrzikowski, Maria, Hernaus, Dennis, Fusar-Poli, Paolo, de la Fuente-Sandoval, Camilo, Catalano, Sabrina, Hubl, Daniela, Schiffman, Jason, Venegoni, Enea D., Hooker, Christine I., Rasser, Paul E., Hegelstad, Wenche ten Velden, Resch, Franz, Lemmers-Jansen, Imke L. J., Amminger, G. Paul, Chen, Xiaogang, Cho, Kang Ik K., Glenthøj, Birte Yding, de Haan, Lieuwe, Harris, Matthew A., Hwang, Wu Jeong, León-Ortiz, Pablo, Ma, Xiaoqian, McGorry, Patrick, Mora-Durán, Ricardo, Mizuno, Masafumi, Nordentoft, Merete, Ouyang, Lijun, Pariente, Jose C., Reyes-Madrigal, Francisco, Sørensen, Mikkel E., Velakoulis, Dennis, Vinogradov, Sophia, Wenneberg, Christina, Yamasue, Hidenori, Yuan, Liu, Yung, Alison R.
Other Authors: Lee Kong Chian School of Medicine (LKCMedicine)
Format: Article
Language:English
Published: 2023
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Online Access:https://hdl.handle.net/10356/165035
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Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-165035
record_format dspace
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Medicine
Neuroanatomy
Magnetic Resonance Imaging
spellingShingle Science::Medicine
Neuroanatomy
Magnetic Resonance Imaging
Baldwin, Helen
Radua, Joaquim
Antoniades, Mathilde
Haas, Shalaila S.
Frangou, Sophia
Agartz, Ingrid
Allen, Paul
Andreassen, Ole A.
Atkinson, Kimberley
Bachman, Peter
Baeza, Inmaculada
Bartholomeusz, Cali F.
Chee, Michael W. L.
Colibazzi, Tiziano
Cooper, Rebecca E.
Corcoran, Cheryl M.
Cropley, Vanessa L.
Ebdrup, Bjørn H.
Fortea, Adriana
Glenthøj, Louise Birkedal
Hamilton, Holly K.
Haut, Kristen M.
Hayes, Rebecca A.
He, Ying
Heekeren, Karsten
Kaess, Michael
Kasai, Kiyoto
Katagiri, Naoyuki
Kim, Minah
Kindler, Jochen
Klaunig, Mallory J.
Koike, Shinsuke
Koppel, Alex
Kristensen, Tina D.
Kwak, Yoo Bin
Kwon, Jun Soo
Lawrie, Stephen M.
Lebedeva, Irina
Lee, Jimmy
Lin, Ashleigh
Loewy, Rachel L.
Mathalon, Daniel H.
Michel, Chantal
Mizrahi, Romina
Møller, Paul
Nelson, Barnaby
Nemoto, Takahiro
Nordholm, Dorte
Omelchenko, Maria A.
Pantelis, Christos
Raghava, Jayachandra M.
Røssberg, Jan I.
Rössler, Wulf
Salisbury, Dean F.
Sasabayashi, Daiki
Schall, Ulrich
Smigielski, Lukasz
Sugranyes, Gisela
Suzuki, Michio
Takahashi, Tsutomu
Tamnes, Christian K.
Tang, Jinsong
Theodoridou, Anastasia
Thomopoulos, Sophia I.
Tomyshev, Alexander S.
Uhlhaas, Peter J.
Værnes, Tor G.
van Amelsvoort, Therese A. M. J.
Van Erp, Theo G. M.
Waltz, James A.
Westlye, Lars T.
Wood, Stephen J.
Zhou, Juan H.
McGuire, Philip
Thompson, Paul M.
Jalbrzikowski, Maria
Hernaus, Dennis
Fusar-Poli, Paolo
de la Fuente-Sandoval, Camilo
Catalano, Sabrina
Hubl, Daniela
Schiffman, Jason
Venegoni, Enea D.
Hooker, Christine I.
Rasser, Paul E.
Hegelstad, Wenche ten Velden
Resch, Franz
Lemmers-Jansen, Imke L. J.
Amminger, G. Paul
Chen, Xiaogang
Cho, Kang Ik K.
Glenthøj, Birte Yding
de Haan, Lieuwe
Harris, Matthew A.
Hwang, Wu Jeong
León-Ortiz, Pablo
Ma, Xiaoqian
McGorry, Patrick
Mora-Durán, Ricardo
Mizuno, Masafumi
Nordentoft, Merete
Ouyang, Lijun
Pariente, Jose C.
Reyes-Madrigal, Francisco
Sørensen, Mikkel E.
Velakoulis, Dennis
Vinogradov, Sophia
Wenneberg, Christina
Yamasue, Hidenori
Yuan, Liu
Yung, Alison R.
Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis
description Individuals at Clinical High Risk for Psychosis (CHR-P) demonstrate heterogeneity in clinical profiles and outcome features. However, the extent of neuroanatomical heterogeneity in the CHR-P state is largely undetermined. We aimed to quantify the neuroanatomical heterogeneity in structural magnetic resonance imaging measures of cortical surface area (SA), cortical thickness (CT), subcortical volume (SV), and intracranial volume (ICV) in CHR-P individuals compared with healthy controls (HC), and in relation to subsequent transition to a first episode of psychosis. The ENIGMA CHR-P consortium applied a harmonised analysis to neuroimaging data across 29 international sites, including 1579 CHR-P individuals and 1243 HC, offering the largest pooled CHR-P neuroimaging dataset to date. Regional heterogeneity was indexed with the Variability Ratio (VR) and Coefficient of Variation (CV) ratio applied at the group level. Personalised estimates of heterogeneity of SA, CT and SV brain profiles were indexed with the novel Person-Based Similarity Index (PBSI), with two complementary applications. First, to assess the extent of within-diagnosis similarity or divergence of neuroanatomical profiles between individuals. Second, using a normative modelling approach, to assess the 'normativeness' of neuroanatomical profiles in individuals at CHR-P. CHR-P individuals demonstrated no greater regional heterogeneity after applying FDR corrections. However, PBSI scores indicated significantly greater neuroanatomical divergence in global SA, CT and SV profiles in CHR-P individuals compared with HC. Normative PBSI analysis identified 11 CHR-P individuals (0.70%) with marked deviation (>1.5 SD) in SA, 118 (7.47%) in CT and 161 (10.20%) in SV. Psychosis transition was not significantly associated with any measure of heterogeneity. Overall, our examination of neuroanatomical heterogeneity within the CHR-P state indicated greater divergence in neuroanatomical profiles at an individual level, irrespective of psychosis conversion. Further large-scale investigations are required of those who demonstrate marked deviation.
author2 Lee Kong Chian School of Medicine (LKCMedicine)
author_facet Lee Kong Chian School of Medicine (LKCMedicine)
Baldwin, Helen
Radua, Joaquim
Antoniades, Mathilde
Haas, Shalaila S.
Frangou, Sophia
Agartz, Ingrid
Allen, Paul
Andreassen, Ole A.
Atkinson, Kimberley
Bachman, Peter
Baeza, Inmaculada
Bartholomeusz, Cali F.
Chee, Michael W. L.
Colibazzi, Tiziano
Cooper, Rebecca E.
Corcoran, Cheryl M.
Cropley, Vanessa L.
Ebdrup, Bjørn H.
Fortea, Adriana
Glenthøj, Louise Birkedal
Hamilton, Holly K.
Haut, Kristen M.
Hayes, Rebecca A.
He, Ying
Heekeren, Karsten
Kaess, Michael
Kasai, Kiyoto
Katagiri, Naoyuki
Kim, Minah
Kindler, Jochen
Klaunig, Mallory J.
Koike, Shinsuke
Koppel, Alex
Kristensen, Tina D.
Kwak, Yoo Bin
Kwon, Jun Soo
Lawrie, Stephen M.
Lebedeva, Irina
Lee, Jimmy
Lin, Ashleigh
Loewy, Rachel L.
Mathalon, Daniel H.
Michel, Chantal
Mizrahi, Romina
Møller, Paul
Nelson, Barnaby
Nemoto, Takahiro
Nordholm, Dorte
Omelchenko, Maria A.
Pantelis, Christos
Raghava, Jayachandra M.
Røssberg, Jan I.
Rössler, Wulf
Salisbury, Dean F.
Sasabayashi, Daiki
Schall, Ulrich
Smigielski, Lukasz
Sugranyes, Gisela
Suzuki, Michio
Takahashi, Tsutomu
Tamnes, Christian K.
Tang, Jinsong
Theodoridou, Anastasia
Thomopoulos, Sophia I.
Tomyshev, Alexander S.
Uhlhaas, Peter J.
Værnes, Tor G.
van Amelsvoort, Therese A. M. J.
Van Erp, Theo G. M.
Waltz, James A.
Westlye, Lars T.
Wood, Stephen J.
Zhou, Juan H.
McGuire, Philip
Thompson, Paul M.
Jalbrzikowski, Maria
Hernaus, Dennis
Fusar-Poli, Paolo
de la Fuente-Sandoval, Camilo
Catalano, Sabrina
Hubl, Daniela
Schiffman, Jason
Venegoni, Enea D.
Hooker, Christine I.
Rasser, Paul E.
Hegelstad, Wenche ten Velden
Resch, Franz
Lemmers-Jansen, Imke L. J.
Amminger, G. Paul
Chen, Xiaogang
Cho, Kang Ik K.
Glenthøj, Birte Yding
de Haan, Lieuwe
Harris, Matthew A.
Hwang, Wu Jeong
León-Ortiz, Pablo
Ma, Xiaoqian
McGorry, Patrick
Mora-Durán, Ricardo
Mizuno, Masafumi
Nordentoft, Merete
Ouyang, Lijun
Pariente, Jose C.
Reyes-Madrigal, Francisco
Sørensen, Mikkel E.
Velakoulis, Dennis
Vinogradov, Sophia
Wenneberg, Christina
Yamasue, Hidenori
Yuan, Liu
Yung, Alison R.
format Article
author Baldwin, Helen
Radua, Joaquim
Antoniades, Mathilde
Haas, Shalaila S.
Frangou, Sophia
Agartz, Ingrid
Allen, Paul
Andreassen, Ole A.
Atkinson, Kimberley
Bachman, Peter
Baeza, Inmaculada
Bartholomeusz, Cali F.
Chee, Michael W. L.
Colibazzi, Tiziano
Cooper, Rebecca E.
Corcoran, Cheryl M.
Cropley, Vanessa L.
Ebdrup, Bjørn H.
Fortea, Adriana
Glenthøj, Louise Birkedal
Hamilton, Holly K.
Haut, Kristen M.
Hayes, Rebecca A.
He, Ying
Heekeren, Karsten
Kaess, Michael
Kasai, Kiyoto
Katagiri, Naoyuki
Kim, Minah
Kindler, Jochen
Klaunig, Mallory J.
Koike, Shinsuke
Koppel, Alex
Kristensen, Tina D.
Kwak, Yoo Bin
Kwon, Jun Soo
Lawrie, Stephen M.
Lebedeva, Irina
Lee, Jimmy
Lin, Ashleigh
Loewy, Rachel L.
Mathalon, Daniel H.
Michel, Chantal
Mizrahi, Romina
Møller, Paul
Nelson, Barnaby
Nemoto, Takahiro
Nordholm, Dorte
Omelchenko, Maria A.
Pantelis, Christos
Raghava, Jayachandra M.
Røssberg, Jan I.
Rössler, Wulf
Salisbury, Dean F.
Sasabayashi, Daiki
Schall, Ulrich
Smigielski, Lukasz
Sugranyes, Gisela
Suzuki, Michio
Takahashi, Tsutomu
Tamnes, Christian K.
Tang, Jinsong
Theodoridou, Anastasia
Thomopoulos, Sophia I.
Tomyshev, Alexander S.
Uhlhaas, Peter J.
Værnes, Tor G.
van Amelsvoort, Therese A. M. J.
Van Erp, Theo G. M.
Waltz, James A.
Westlye, Lars T.
Wood, Stephen J.
Zhou, Juan H.
McGuire, Philip
Thompson, Paul M.
Jalbrzikowski, Maria
Hernaus, Dennis
Fusar-Poli, Paolo
de la Fuente-Sandoval, Camilo
Catalano, Sabrina
Hubl, Daniela
Schiffman, Jason
Venegoni, Enea D.
Hooker, Christine I.
Rasser, Paul E.
Hegelstad, Wenche ten Velden
Resch, Franz
Lemmers-Jansen, Imke L. J.
Amminger, G. Paul
Chen, Xiaogang
Cho, Kang Ik K.
Glenthøj, Birte Yding
de Haan, Lieuwe
Harris, Matthew A.
Hwang, Wu Jeong
León-Ortiz, Pablo
Ma, Xiaoqian
McGorry, Patrick
Mora-Durán, Ricardo
Mizuno, Masafumi
Nordentoft, Merete
Ouyang, Lijun
Pariente, Jose C.
Reyes-Madrigal, Francisco
Sørensen, Mikkel E.
Velakoulis, Dennis
Vinogradov, Sophia
Wenneberg, Christina
Yamasue, Hidenori
Yuan, Liu
Yung, Alison R.
author_sort Baldwin, Helen
title Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis
title_short Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis
title_full Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis
title_fullStr Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis
title_full_unstemmed Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis
title_sort neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis
publishDate 2023
url https://hdl.handle.net/10356/165035
_version_ 1761781451981848576
spelling sg-ntu-dr.10356-1650352023-03-12T15:42:29Z Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis Baldwin, Helen Radua, Joaquim Antoniades, Mathilde Haas, Shalaila S. Frangou, Sophia Agartz, Ingrid Allen, Paul Andreassen, Ole A. Atkinson, Kimberley Bachman, Peter Baeza, Inmaculada Bartholomeusz, Cali F. Chee, Michael W. L. Colibazzi, Tiziano Cooper, Rebecca E. Corcoran, Cheryl M. Cropley, Vanessa L. Ebdrup, Bjørn H. Fortea, Adriana Glenthøj, Louise Birkedal Hamilton, Holly K. Haut, Kristen M. Hayes, Rebecca A. He, Ying Heekeren, Karsten Kaess, Michael Kasai, Kiyoto Katagiri, Naoyuki Kim, Minah Kindler, Jochen Klaunig, Mallory J. Koike, Shinsuke Koppel, Alex Kristensen, Tina D. Kwak, Yoo Bin Kwon, Jun Soo Lawrie, Stephen M. Lebedeva, Irina Lee, Jimmy Lin, Ashleigh Loewy, Rachel L. Mathalon, Daniel H. Michel, Chantal Mizrahi, Romina Møller, Paul Nelson, Barnaby Nemoto, Takahiro Nordholm, Dorte Omelchenko, Maria A. Pantelis, Christos Raghava, Jayachandra M. Røssberg, Jan I. Rössler, Wulf Salisbury, Dean F. Sasabayashi, Daiki Schall, Ulrich Smigielski, Lukasz Sugranyes, Gisela Suzuki, Michio Takahashi, Tsutomu Tamnes, Christian K. Tang, Jinsong Theodoridou, Anastasia Thomopoulos, Sophia I. Tomyshev, Alexander S. Uhlhaas, Peter J. Værnes, Tor G. van Amelsvoort, Therese A. M. J. Van Erp, Theo G. M. Waltz, James A. Westlye, Lars T. Wood, Stephen J. Zhou, Juan H. McGuire, Philip Thompson, Paul M. Jalbrzikowski, Maria Hernaus, Dennis Fusar-Poli, Paolo de la Fuente-Sandoval, Camilo Catalano, Sabrina Hubl, Daniela Schiffman, Jason Venegoni, Enea D. Hooker, Christine I. Rasser, Paul E. Hegelstad, Wenche ten Velden Resch, Franz Lemmers-Jansen, Imke L. J. Amminger, G. Paul Chen, Xiaogang Cho, Kang Ik K. Glenthøj, Birte Yding de Haan, Lieuwe Harris, Matthew A. Hwang, Wu Jeong León-Ortiz, Pablo Ma, Xiaoqian McGorry, Patrick Mora-Durán, Ricardo Mizuno, Masafumi Nordentoft, Merete Ouyang, Lijun Pariente, Jose C. Reyes-Madrigal, Francisco Sørensen, Mikkel E. Velakoulis, Dennis Vinogradov, Sophia Wenneberg, Christina Yamasue, Hidenori Yuan, Liu Yung, Alison R. Lee Kong Chian School of Medicine (LKCMedicine) Institute of Mental Health, Singapore Science::Medicine Neuroanatomy Magnetic Resonance Imaging Individuals at Clinical High Risk for Psychosis (CHR-P) demonstrate heterogeneity in clinical profiles and outcome features. However, the extent of neuroanatomical heterogeneity in the CHR-P state is largely undetermined. We aimed to quantify the neuroanatomical heterogeneity in structural magnetic resonance imaging measures of cortical surface area (SA), cortical thickness (CT), subcortical volume (SV), and intracranial volume (ICV) in CHR-P individuals compared with healthy controls (HC), and in relation to subsequent transition to a first episode of psychosis. The ENIGMA CHR-P consortium applied a harmonised analysis to neuroimaging data across 29 international sites, including 1579 CHR-P individuals and 1243 HC, offering the largest pooled CHR-P neuroimaging dataset to date. Regional heterogeneity was indexed with the Variability Ratio (VR) and Coefficient of Variation (CV) ratio applied at the group level. Personalised estimates of heterogeneity of SA, CT and SV brain profiles were indexed with the novel Person-Based Similarity Index (PBSI), with two complementary applications. First, to assess the extent of within-diagnosis similarity or divergence of neuroanatomical profiles between individuals. Second, using a normative modelling approach, to assess the 'normativeness' of neuroanatomical profiles in individuals at CHR-P. CHR-P individuals demonstrated no greater regional heterogeneity after applying FDR corrections. However, PBSI scores indicated significantly greater neuroanatomical divergence in global SA, CT and SV profiles in CHR-P individuals compared with HC. Normative PBSI analysis identified 11 CHR-P individuals (0.70%) with marked deviation (>1.5 SD) in SA, 118 (7.47%) in CT and 161 (10.20%) in SV. Psychosis transition was not significantly associated with any measure of heterogeneity. Overall, our examination of neuroanatomical heterogeneity within the CHR-P state indicated greater divergence in neuroanatomical profiles at an individual level, irrespective of psychosis conversion. Further large-scale investigations are required of those who demonstrate marked deviation. Published version HB is funded by a National Institute for Health Research (NIHR) Maudsley Biomedical Research Centre doctoral studentship. SF is supported by the National Institute of Mental Health under grant R01MH113619. CMC is supported by R01MH107558 and R01MH115332. BN is supported by a National Health and Medical Research Council (NHMRC) Senior Research Fellowship (1137687). AL is supported by a National Health and Medical Research Council (NHMRC) Senior Research Fellowship (#1148793). CKT is supported by the Research Council of Norway (223273, 288083, 323951) and the South-Eastern Norway Regional Health Authority (2019069, 2021070, 500189). PMT is supported by NIH grants R01MH116147, P41EB015922, and R01AG058854. VC is supported by a National Health and Medical Research Council (NHMRC) Investigator Grant (1177370). LTW is supported by the European Research Council under the European Union’s Horizon 2020 research and Innovation program (ERC StG, Grant 802998). GS is supported by the Fundació Clínic Recerca Biomèdica, the Brain and Behavior Research Foundation (NARSAD Young Investigator Award 2017, grant ID: 26731), the Alicia Koplowitz Foundation and the Spanish Ministry of Health, Instituto de Salud Carlos III “Health Research Fund” (PI15/0444; PI18/0242; PI18/00976). CF-S was supported by grants 182279 and 261895 from the Consejo Nacional de Ciencia y Tecnología, grants from CONACYT’s Sistema Nacional de Investigadores, and grant R21 MH117434 from the National Institutes of Health. CP was supported by a National Health and Medical Research Council (NHMRC) Senior Principal Research Fellowship (1105825), an NHMRC L3 Investigator Grant (1196508), and NHMRC Program Grant (ID: 1150083). Core funding for ENIGMA was provided by the NIH Big Data to Knowledge (BD2K) program under consortium grant U54 EB020403 to PMT. 2023-03-08T07:46:56Z 2023-03-08T07:46:56Z 2022 Journal Article Baldwin, H., Radua, J., Antoniades, M., Haas, S. S., Frangou, S., Agartz, I., Allen, P., Andreassen, O. A., Atkinson, K., Bachman, P., Baeza, I., Bartholomeusz, C. F., Chee, M. W. L., Colibazzi, T., Cooper, R. E., Corcoran, C. M., Cropley, V. L., Ebdrup, B. H., Fortea, A., ...Yung, A. R. (2022). Neuroanatomical heterogeneity and homogeneity in individuals at clinical high risk for psychosis. Translational Psychiatry, 12(1), 297-. https://dx.doi.org/10.1038/s41398-022-02057-y 2158-3188 https://hdl.handle.net/10356/165035 10.1038/s41398-022-02057-y 35882855 2-s2.0-85135084731 1 12 297 en Translational Psychiatry © The Author(s) 2022. This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http:// creativecommons.org/licenses/by/4.0/. application/pdf